EP3333660A4 - Anomalieprädiktordiagnosesystem und anomalieprädiktordiagnoseverfahren - Google Patents

Anomalieprädiktordiagnosesystem und anomalieprädiktordiagnoseverfahren Download PDF

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Publication number
EP3333660A4
EP3333660A4 EP16833062.9A EP16833062A EP3333660A4 EP 3333660 A4 EP3333660 A4 EP 3333660A4 EP 16833062 A EP16833062 A EP 16833062A EP 3333660 A4 EP3333660 A4 EP 3333660A4
Authority
EP
European Patent Office
Prior art keywords
predictor diagnosis
anomaly
anomaly predictor
diagnosis method
diagnosis system
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Granted
Application number
EP16833062.9A
Other languages
English (en)
French (fr)
Other versions
EP3333660B1 (de
EP3333660A1 (de
Inventor
Toujirou Noda
Takashi Yoshizawa
Shouzou Miyabe
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Hitachi Power Solutions Co Ltd
Original Assignee
Hitachi Power Solutions Co Ltd
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Hitachi Power Solutions Co Ltd filed Critical Hitachi Power Solutions Co Ltd
Publication of EP3333660A1 publication Critical patent/EP3333660A1/de
Publication of EP3333660A4 publication Critical patent/EP3333660A4/de
Application granted granted Critical
Publication of EP3333660B1 publication Critical patent/EP3333660B1/de
Active legal-status Critical Current
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Classifications

    • G—PHYSICS
    • G05—CONTROLLING; REGULATING
    • G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B23/00—Testing or monitoring of control systems or parts thereof
    • G05B23/02—Electric testing or monitoring
    • G05B23/0205—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
    • G05B23/0259—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterized by the response to fault detection
    • G05B23/0283—Predictive maintenance, e.g. involving the monitoring of a system and, based on the monitoring results, taking decisions on the maintenance schedule of the monitored system; Estimating remaining useful life [RUL]
    • G—PHYSICS
    • G05—CONTROLLING; REGULATING
    • G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B23/00—Testing or monitoring of control systems or parts thereof
    • G05B23/02—Electric testing or monitoring
    • G—PHYSICS
    • G05—CONTROLLING; REGULATING
    • G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B23/00—Testing or monitoring of control systems or parts thereof
    • G05B23/02—Electric testing or monitoring
    • G05B23/0205—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
    • G05B23/0218—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults
    • G05B23/0224—Process history based detection method, e.g. whereby history implies the availability of large amounts of data
    • G05B23/024—Quantitative history assessment, e.g. mathematical relationships between available data; Functions therefor; Principal component analysis [PCA]; Partial least square [PLS]; Statistical classifiers, e.g. Bayesian networks, linear regression or correlation analysis; Neural networks
    • G—PHYSICS
    • G05—CONTROLLING; REGULATING
    • G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B23/00—Testing or monitoring of control systems or parts thereof
    • G05B23/02—Electric testing or monitoring
    • G05B23/0205—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
    • G05B23/0259—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterized by the response to fault detection
    • G05B23/0264—Control of logging system, e.g. decision on which data to store; time-stamping measurements
    • G—PHYSICS
    • G05—CONTROLLING; REGULATING
    • G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B2219/00—Program-control systems
    • G05B2219/30—Nc systems
    • G05B2219/32—Operator till task planning
    • G05B2219/32201—Build statistical model of past normal proces, compare with actual process
    • G—PHYSICS
    • G05—CONTROLLING; REGULATING
    • G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B23/00—Testing or monitoring of control systems or parts thereof
    • G05B23/02—Electric testing or monitoring
    • G05B23/0205—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
    • G05B23/0259—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterized by the response to fault detection
    • G05B23/0275—Fault isolation and identification, e.g. classify fault; estimate cause or root of failure
    • G05B23/0281—Quantitative, e.g. mathematical distance; Clustering; Neural networks; Statistical analysis
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F2218/00—Aspects of pattern recognition specially adapted for signal processing
    • G06F2218/08—Feature extraction
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F2218/00—Aspects of pattern recognition specially adapted for signal processing
    • G06F2218/08—Feature extraction
    • G06F2218/10—Feature extraction by analysing the shape of a waveform, e.g. extracting parameters relating to peaks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F2218/00—Aspects of pattern recognition specially adapted for signal processing
    • G06F2218/12—Classification; Matching
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F2218/00—Aspects of pattern recognition specially adapted for signal processing
    • G06F2218/12—Classification; Matching
    • G06F2218/14—Classification; Matching by matching peak patterns
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F2218/00—Aspects of pattern recognition specially adapted for signal processing
    • G06F2218/12—Classification; Matching
    • G06F2218/16—Classification; Matching by matching signal segments
    • G—PHYSICS
    • G07—CHECKING-DEVICES
    • G07C—TIME OR ATTENDANCE REGISTERS; REGISTERING OR INDICATING THE WORKING OF MACHINES; GENERATING RANDOM NUMBERS; VOTING OR LOTTERY APPARATUS; ARRANGEMENTS, SYSTEMS OR APPARATUS FOR CHECKING NOT PROVIDED FOR ELSEWHERE
    • G07C3/00—Registering or indicating the condition or the working of machines or other apparatus, other than vehicles
    • Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02P—CLIMATE CHANGE MITIGATION TECHNOLOGIES IN THE PRODUCTION OR PROCESSING OF GOODS
    • Y02P90/00—Enabling technologies with a potential contribution to greenhouse gas [GHG] emissions mitigation
    • Y02P90/02—Total factory control, e.g. smart factories, flexible manufacturing systems [FMS] or integrated manufacturing systems [IMS]

Landscapes

  • Physics & Mathematics (AREA)
  • Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Automation & Control Theory (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Mathematical Physics (AREA)
  • Testing And Monitoring For Control Systems (AREA)
EP16833062.9A 2015-08-05 2016-08-03 Anomalieprädiktordiagnosesystem und anomalieprädiktordiagnoseverfahren Active EP3333660B1 (de)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
JP2015155488A JP5946573B1 (ja) 2015-08-05 2015-08-05 異常予兆診断システム及び異常予兆診断方法
PCT/JP2016/072715 WO2017022783A1 (ja) 2015-08-05 2016-08-03 異常予兆診断システム及び異常予兆診断方法

Publications (3)

Publication Number Publication Date
EP3333660A1 EP3333660A1 (de) 2018-06-13
EP3333660A4 true EP3333660A4 (de) 2019-04-03
EP3333660B1 EP3333660B1 (de) 2021-10-06

Family

ID=56329491

Family Applications (1)

Application Number Title Priority Date Filing Date
EP16833062.9A Active EP3333660B1 (de) 2015-08-05 2016-08-03 Anomalieprädiktordiagnosesystem und anomalieprädiktordiagnoseverfahren

Country Status (4)

Country Link
US (1) US20180231969A1 (de)
EP (1) EP3333660B1 (de)
JP (1) JP5946573B1 (de)
WO (1) WO2017022783A1 (de)

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KR102168736B1 (ko) * 2017-06-30 2020-10-22 미쓰비시덴키 가부시키가이샤 비정상 검출 장치, 비정상 검출 시스템, 및 비정상 검출 방법
JP6710232B2 (ja) * 2018-02-27 2020-06-17 三菱重工業株式会社 管理装置、管理方法およびプログラム。
JP7005419B2 (ja) * 2018-04-20 2022-01-21 株式会社日立製作所 状態識別装置、状態識別方法、及び機械装置
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JP6832890B2 (ja) * 2018-06-01 2021-02-24 西日本電信電話株式会社 監視装置、監視方法、及びコンピュータプログラム
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WO2020195626A1 (ja) * 2019-03-26 2020-10-01 日本電気株式会社 異常検知方法、異常検知装置、プログラム
US11550686B2 (en) * 2019-05-02 2023-01-10 EMC IP Holding Company LLC Adaptable online breakpoint detection over I/O trace time series via deep neural network autoencoders re-parameterization
JP6738943B1 (ja) * 2019-06-25 2020-08-12 株式会社日立パワーソリューションズ 異常検知装置および異常検知方法
JP2021009441A (ja) * 2019-06-28 2021-01-28 ルネサスエレクトロニクス株式会社 異常検知システム及び異常検知プログラム
KR102545672B1 (ko) * 2019-07-09 2023-06-21 한국전자통신연구원 기계고장 진단 방법 및 장치
JP2021015573A (ja) * 2019-07-16 2021-02-12 ファナック株式会社 異常判定装置及び異常判定システム
JP2021022311A (ja) * 2019-07-30 2021-02-18 株式会社リコー 異常検知装置、異常検知システムおよびプログラム
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CN114761582A (zh) 2019-11-13 2022-07-15 杰富意钢铁株式会社 生产设备的监视方法、生产设备的监视装置以及生产设备的运行方法
KR102741775B1 (ko) * 2019-11-13 2024-12-11 제이에프이 스틸 가부시키가이샤 생산 설비의 조업 방법 및 조업 시스템
JP7313292B2 (ja) * 2020-01-27 2023-07-24 三菱電機株式会社 プラント設備の異常兆候検知システムおよびプラント設備の異常兆候検知方法
WO2021245898A1 (ja) * 2020-06-05 2021-12-09 三菱電機株式会社 故障予兆検知装置、故障予兆検知方法、故障予兆検知プログラム、学習装置、学習済みの学習モデルの生成方法、学習済みの学習モデル生成プログラム
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Also Published As

Publication number Publication date
EP3333660B1 (de) 2021-10-06
JP2017033471A (ja) 2017-02-09
US20180231969A1 (en) 2018-08-16
EP3333660A1 (de) 2018-06-13
JP5946573B1 (ja) 2016-07-06
WO2017022783A1 (ja) 2017-02-09

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